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zeroatflops

flopsindex-mcp

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
FLOPS_API_KEYNoOptional API key for higher fidelity data. If omitted, anonymous access is used with delayed public prices.

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
list_indicesA

List all public FLOPS compute-price indices. Returns {count, indices[]} where each row is {index_id, family, value, unit, as_of, confidence, change_24h, delayed}. Use this to discover available indices before calling get_index or verify. No auth required.

verifyA

Check a FLOPS index value against the published index. Pass value with a number you are about to cite (or already hold) and the response tells you whether it is right: verified true/false, expected (what you submitted), actual_value (what FLOPS publishes) and delta_pct. Omit value to simply look up the current published value — then verified is null, which means 'not checked', NOT 'correct'. Note: without an API key you are checked against the public value, which is rounded to 2 decimals and delayed onto a 6-hour grid, so a full-precision real-time number will not match anonymously.

get_priceA

Fetch the current published value for a FLOPS compute price index. Returns the published envelope as-is: {index_id, value, unit, as_of, delayed, data_tier, confidence, change_24h, disclaimer, methodology_url, verify_url, citation_url, permalink, upgrade} -- the 14-field envelope. Values are delayed and indicative. Use get_index for the reduced, citation-only payload.

get_indexA

Resolve a FLOPS index to its source-opaque PUBLIC payload (the public citation contract). Returns {index_id, value, unit, as_of, data_tier, confidence, verify_url, citation_url, permalink}. Prefer this when you intend to CITE the value. Also exposed as the MCP resource flops://index/.

search_indicesA

Resolve a free-text query to canonical FLOPS index slugs. Use when you don't know the exact slug — e.g. 'H100 spot' returns matching catalog entries.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription
FLOPS-A10-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A100-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A100-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A100-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A16-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A30-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A40-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A40-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A4000-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A5000-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A6000-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A6000-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-A800-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-B200-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-B200-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-B300-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-GAUDI2-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-GB200-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-GH200-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H100-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H100-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H100-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H20-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H200-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H200-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H200-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-H800-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-L4-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-L40-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-L40S-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-L40S-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-L40S-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-MI300X-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX3090-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX3090-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX4090-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX4090-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX4090-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX5090-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTX6000Ada-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-RTXPRO6000Blackwell-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-T4-DEPINSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-T4-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-T4-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-V100-ODSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.
FLOPS-V100-SPOTSource-opaque public payload (value + verify/citation URLs). Unit: USD/GPU-hr.

TDQS

A4.3/5.0

Scored across 5 tools

Disambiguation4/5

Most tools are clearly distinct: list_indices and search_indices serve discovery, verify checks a submitted value, and get_price/get_index fetch values. The only potential confusion is between get_price and get_index, but their descriptions clearly differentiate (full envelope vs. citation payload), so agents can pick correctly.

Naming Consistency4/5

Names follow a consistent verb_noun pattern: list_indices, search_indices, get_price, get_index. The outlier is 'verify', a bare verb lacking an explicit object, but it's still readable and fits the action-oriented style. Overall the pattern is predictable with one minor deviation.

Tool Count5/5

Five tools is a well-scoped number for a FLOPS index service. Each tool serves a distinct purpose (list, search, verify, fetch full, fetch citation), leaving no redundant or missing core operations. The count is appropriate for the domain.

Completeness5/5

The set covers the full lifecycle of working with FLOPS indices: discovering available indices (list_indices, search_indices), retrieving current values (get_price, get_index), and verifying cited values (verify). No obvious gaps exist; the read-only nature of the service means no update/delete is expected. The inclusion of a citation-specific payload further completes the workflow.

Maintenance

ActivitySlowing
ResponsivenessNo issues